Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 7211 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 845.2 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 15 |
|---|
TIME is highly correlated with S and 13 other fields | High correlation |
S is highly correlated with TIME and 13 other fields | High correlation |
T1 is highly correlated with TIME and 13 other fields | High correlation |
T2 is highly correlated with TIME and 13 other fields | High correlation |
T3 is highly correlated with TIME and 13 other fields | High correlation |
T4 is highly correlated with TIME and 13 other fields | High correlation |
T5 is highly correlated with TIME and 13 other fields | High correlation |
T6 is highly correlated with TIME and 13 other fields | High correlation |
T7 is highly correlated with TIME and 13 other fields | High correlation |
T8 is highly correlated with TIME and 13 other fields | High correlation |
T9 is highly correlated with TIME and 13 other fields | High correlation |
T10 is highly correlated with TIME and 13 other fields | High correlation |
T11 is highly correlated with TIME and 13 other fields | High correlation |
T12 is highly correlated with TIME and 13 other fields | High correlation |
Z is highly correlated with TIME and 13 other fields | High correlation |
TIME is uniformly distributed | Uniform |
TIME has unique values | Unique |
S has 1533 (21.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-11 03:26:30.506414 |
|---|---|
| Analysis finished | 2022-11-11 03:26:43.038469 |
| Duration | 12.53 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 7211 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 300.4166667 |
| Minimum | 0 |
|---|---|
| Maximum | 600.8333333 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30.04166667 |
| Q1 | 150.2083333 |
| median | 300.4166667 |
| Q3 | 450.625 |
| 95-th percentile | 570.7916667 |
| Maximum | 600.8333333 |
| Range | 600.8333333 |
| Interquartile range (IQR) | 300.4166667 |
Descriptive statistics
| Standard deviation | 173.4817273 |
|---|---|
| Coefficient of variation (CV) | 0.5774703823 |
| Kurtosis | -1.2 |
| Mean | 300.4166667 |
| Median Absolute Deviation (MAD) | 150.25 |
| Skewness | -2.02728154 × 10-16 |
| Sum | 2166304.583 |
| Variance | 30095.90972 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 403.6666667 | 1 | < 0.1% |
| 401.1666667 | 1 | < 0.1% |
| 401.0833333 | 1 | < 0.1% |
| 401 | 1 | < 0.1% |
| 400.9166667 | 1 | < 0.1% |
| 400.8333333 | 1 | < 0.1% |
| 400.75 | 1 | < 0.1% |
| 400.6666667 | 1 | < 0.1% |
| 400.5833333 | 1 | < 0.1% |
| Other values (7201) | 7201 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.08333333333 | 1 | |
| 0.1666666667 | 1 | |
| 0.25 | 1 | |
| 0.3333333333 | 1 | |
| 0.4166666667 | 1 | |
| 0.5 | 1 | |
| 0.5833333333 | 1 | |
| 0.6666666667 | 1 | |
| 0.75 | 1 |
| Value | Count | Frequency (%) |
| 600.8333333 | 1 | |
| 600.75 | 1 | |
| 600.6666667 | 1 | |
| 600.5833333 | 1 | |
| 600.5 | 1 | |
| 600.4166667 | 1 | |
| 600.3333333 | 1 | |
| 600.25 | 1 | |
| 600.1666667 | 1 | |
| 600.0833333 | 1 |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10306.03744 |
| Minimum | 0 |
|---|---|
| Maximum | 20001 |
| Zeros | 1533 |
| Zeros (%) | 21.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8000 |
| median | 12001 |
| Q3 | 14000 |
| 95-th percentile | 19999 |
| Maximum | 20001 |
| Range | 20001 |
| Interquartile range (IQR) | 6000 |
Descriptive statistics
| Standard deviation | 6188.454101 |
|---|---|
| Coefficient of variation (CV) | 0.600468816 |
| Kurtosis | -0.7963008249 |
| Mean | 10306.03744 |
| Median Absolute Deviation (MAD) | 3998 |
| Skewness | -0.5427095009 |
| Sum | 74316836 |
| Variance | 38296964.16 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0 | 1533 | |
| 12001 | 1236 | |
| 15999 | 931 | |
| 14000 | 804 | |
| 9998 | 737 | |
| 8000 | 677 | |
| 18000 | 403 | 5.6% |
| 20001 | 271 | 3.8% |
| 13999 | 256 | 3.6% |
| 7999 | 242 | 3.4% |
| Other values (5) | 121 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 1533 | |
| 1654 | 1 | < 0.1% |
| 1925 | 1 | < 0.1% |
| 7999 | 242 | 3.4% |
| 8000 | 677 | |
| 9998 | 737 | |
| 12001 | 1236 | |
| 13999 | 256 | 3.6% |
| 14000 | 804 | |
| 15999 | 931 |
| Value | Count | Frequency (%) |
| 20001 | 271 | 3.8% |
| 19999 | 105 | 1.5% |
| 18000 | 403 | 5.6% |
| 17998 | 13 | 0.2% |
| 16784 | 1 | < 0.1% |
| 15999 | 931 | |
| 14000 | 804 | |
| 13999 | 256 | 3.6% |
| 12001 | 1236 | |
| 9998 | 737 |
| Distinct | 63 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.11037304 |
| Minimum | 22.8 |
|---|---|
| Maximum | 25.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.8 |
|---|---|
| 5-th percentile | 23.5 |
| Q1 | 23.5 |
| median | 23.8 |
| Q3 | 24.6 |
| 95-th percentile | 25.5 |
| Maximum | 25.9 |
| Range | 3.1 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 0.6711773761 |
|---|---|
| Coefficient of variation (CV) | 0.02783770185 |
| Kurtosis | -0.02335884179 |
| Mean | 24.11037304 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.8868034638 |
| Sum | 173859.9 |
| Variance | 0.4504790703 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.5 | 1904 | |
| 23.8 | 806 | |
| 23.9 | 737 | 10.2% |
| 24.6 | 606 | 8.4% |
| 24.5 | 575 | 8.0% |
| 23.6 | 541 | 7.5% |
| 25.1 | 367 | 5.1% |
| 24.7 | 247 | 3.4% |
| 24.9 | 215 | 3.0% |
| 25.9 | 186 | 2.6% |
| Other values (53) | 1027 |
| Value | Count | Frequency (%) |
| 22.8 | 26 | |
| 22.85 | 1 | < 0.1% |
| 22.9 | 2 | < 0.1% |
| 22.95 | 1 | < 0.1% |
| 23 | 4 | 0.1% |
| 23.05 | 1 | < 0.1% |
| 23.1 | 37 | |
| 23.15 | 1 | < 0.1% |
| 23.2 | 28 | |
| 23.25 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25.9 | 186 | |
| 25.85 | 2 | < 0.1% |
| 25.8 | 87 | |
| 25.75 | 2 | < 0.1% |
| 25.7 | 46 | 0.6% |
| 25.65 | 2 | < 0.1% |
| 25.6 | 14 | 0.2% |
| 25.55 | 2 | < 0.1% |
| 25.5 | 24 | 0.3% |
| 25.45 | 2 | < 0.1% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.9629039 |
| Minimum | 22.5 |
|---|---|
| Maximum | 23.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 22.6 |
| Q1 | 22.7 |
| median | 22.8 |
| Q3 | 23.2 |
| 95-th percentile | 23.5 |
| Maximum | 23.5 |
| Range | 1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.313666252 |
|---|---|
| Coefficient of variation (CV) | 0.0136596945 |
| Kurtosis | -0.9203276663 |
| Mean | 22.9629039 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.6422298268 |
| Sum | 165585.5 |
| Variance | 0.09838651767 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 22.7 | 2292 | |
| 23.5 | 1320 | |
| 22.8 | 928 | |
| 23 | 783 | 10.9% |
| 23.1 | 478 | 6.6% |
| 22.9 | 458 | 6.4% |
| 23.2 | 361 | 5.0% |
| 22.5 | 316 | 4.4% |
| 23.4 | 163 | 2.3% |
| 22.6 | 99 | 1.4% |
| Value | Count | Frequency (%) |
| 22.5 | 316 | 4.4% |
| 22.6 | 99 | 1.4% |
| 22.7 | 2292 | |
| 22.8 | 928 | |
| 22.9 | 458 | 6.4% |
| 23 | 783 | 10.9% |
| 23.1 | 478 | 6.6% |
| 23.2 | 361 | 5.0% |
| 23.3 | 13 | 0.2% |
| 23.4 | 163 | 2.3% |
| Value | Count | Frequency (%) |
| 23.5 | 1320 | |
| 23.4 | 163 | 2.3% |
| 23.3 | 13 | 0.2% |
| 23.2 | 361 | 5.0% |
| 23.1 | 478 | 6.6% |
| 23 | 783 | 10.9% |
| 22.9 | 458 | 6.4% |
| 22.8 | 928 | |
| 22.7 | 2292 | |
| 22.6 | 99 | 1.4% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.95017335 |
| Minimum | 22.5 |
|---|---|
| Maximum | 23.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 22.5 |
| Q1 | 22.7 |
| median | 22.8 |
| Q3 | 23.1 |
| 95-th percentile | 23.5 |
| Maximum | 23.5 |
| Range | 1 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.3153729455 |
|---|---|
| Coefficient of variation (CV) | 0.01374163675 |
| Kurtosis | -0.8154943816 |
| Mean | 22.95017335 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.7236395273 |
| Sum | 165493.7 |
| Variance | 0.09946009477 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 22.7 | 2294 | |
| 23.5 | 1330 | |
| 22.8 | 1013 | |
| 22.9 | 774 | 10.7% |
| 23 | 468 | 6.5% |
| 23.1 | 459 | 6.4% |
| 22.5 | 392 | 5.4% |
| 23.2 | 260 | 3.6% |
| 23.4 | 156 | 2.2% |
| 22.6 | 57 | 0.8% |
| Value | Count | Frequency (%) |
| 22.5 | 392 | 5.4% |
| 22.6 | 57 | 0.8% |
| 22.7 | 2294 | |
| 22.8 | 1013 | |
| 22.9 | 774 | 10.7% |
| 23 | 468 | 6.5% |
| 23.1 | 459 | 6.4% |
| 23.2 | 260 | 3.6% |
| 23.3 | 8 | 0.1% |
| 23.4 | 156 | 2.2% |
| Value | Count | Frequency (%) |
| 23.5 | 1330 | |
| 23.4 | 156 | 2.2% |
| 23.3 | 8 | 0.1% |
| 23.2 | 260 | 3.6% |
| 23.1 | 459 | 6.4% |
| 23 | 468 | 6.5% |
| 22.9 | 774 | 10.7% |
| 22.8 | 1013 | |
| 22.7 | 2294 | |
| 22.6 | 57 | 0.8% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.25103314 |
| Minimum | 22.8 |
|---|---|
| Maximum | 23.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.8 |
|---|---|
| 5-th percentile | 22.9 |
| Q1 | 22.9 |
| median | 23.2 |
| Q3 | 23.5 |
| 95-th percentile | 23.8 |
| Maximum | 23.8 |
| Range | 1 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.3163022754 |
|---|---|
| Coefficient of variation (CV) | 0.01360379444 |
| Kurtosis | -1.30476131 |
| Mean | 23.25103314 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.2321495208 |
| Sum | 167663.2 |
| Variance | 0.1000471294 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 22.9 | 1868 | |
| 23.1 | 1114 | |
| 23.5 | 738 | 10.2% |
| 23.6 | 728 | 10.1% |
| 23.3 | 596 | 8.3% |
| 23.8 | 549 | 7.6% |
| 23.4 | 519 | 7.2% |
| 23.7 | 384 | 5.3% |
| 22.8 | 326 | 4.5% |
| 23.2 | 253 | 3.5% |
| Value | Count | Frequency (%) |
| 22.8 | 326 | 4.5% |
| 22.9 | 1868 | |
| 23 | 136 | 1.9% |
| 23.1 | 1114 | |
| 23.2 | 253 | 3.5% |
| 23.3 | 596 | 8.3% |
| 23.4 | 519 | 7.2% |
| 23.5 | 738 | 10.2% |
| 23.6 | 728 | 10.1% |
| 23.7 | 384 | 5.3% |
| Value | Count | Frequency (%) |
| 23.8 | 549 | 7.6% |
| 23.7 | 384 | 5.3% |
| 23.6 | 728 | 10.1% |
| 23.5 | 738 | 10.2% |
| 23.4 | 519 | 7.2% |
| 23.3 | 596 | 8.3% |
| 23.2 | 253 | 3.5% |
| 23.1 | 1114 | |
| 23 | 136 | 1.9% |
| 22.9 | 1868 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.2584385 |
| Minimum | 23 |
|---|---|
| Maximum | 23.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 23 |
| median | 23.1 |
| Q3 | 23.6 |
| 95-th percentile | 23.7 |
| Maximum | 23.7 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.2739230628 |
|---|---|
| Coefficient of variation (CV) | 0.01177736256 |
| Kurtosis | -1.484996456 |
| Mean | 23.2584385 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.4311199444 |
| Sum | 167716.6 |
| Variance | 0.07503384431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 23 | 3139 | |
| 23.6 | 1133 | 15.7% |
| 23.7 | 803 | 11.1% |
| 23.4 | 547 | 7.6% |
| 23.1 | 488 | 6.8% |
| 23.3 | 445 | 6.2% |
| 23.2 | 358 | 5.0% |
| 23.5 | 298 | 4.1% |
| Value | Count | Frequency (%) |
| 23 | 3139 | |
| 23.1 | 488 | 6.8% |
| 23.2 | 358 | 5.0% |
| 23.3 | 445 | 6.2% |
| 23.4 | 547 | 7.6% |
| 23.5 | 298 | 4.1% |
| 23.6 | 1133 | 15.7% |
| 23.7 | 803 | 11.1% |
| Value | Count | Frequency (%) |
| 23.7 | 803 | 11.1% |
| 23.6 | 1133 | 15.7% |
| 23.5 | 298 | 4.1% |
| 23.4 | 547 | 7.6% |
| 23.3 | 445 | 6.2% |
| 23.2 | 358 | 5.0% |
| 23.1 | 488 | 6.8% |
| 23 | 3139 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.21184302 |
| Minimum | 22.9 |
|---|---|
| Maximum | 23.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.9 |
|---|---|
| 5-th percentile | 22.9 |
| Q1 | 23 |
| median | 23.2 |
| Q3 | 23.4 |
| 95-th percentile | 23.6 |
| Maximum | 23.6 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.2105170329 |
|---|---|
| Coefficient of variation (CV) | 0.009069380346 |
| Kurtosis | -1.189053796 |
| Mean | 23.21184302 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.2715261933 |
| Sum | 167380.6 |
| Variance | 0.04431742112 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 23 | 1906 | |
| 23.4 | 1267 | |
| 23.2 | 975 | |
| 23.1 | 848 | |
| 23.5 | 637 | 8.8% |
| 23.3 | 602 | 8.3% |
| 22.9 | 491 | 6.8% |
| 23.6 | 485 | 6.7% |
| Value | Count | Frequency (%) |
| 22.9 | 491 | 6.8% |
| 23 | 1906 | |
| 23.1 | 848 | |
| 23.2 | 975 | |
| 23.3 | 602 | 8.3% |
| 23.4 | 1267 | |
| 23.5 | 637 | 8.8% |
| 23.6 | 485 | 6.7% |
| Value | Count | Frequency (%) |
| 23.6 | 485 | 6.7% |
| 23.5 | 637 | 8.8% |
| 23.4 | 1267 | |
| 23.3 | 602 | 8.3% |
| 23.2 | 975 | |
| 23.1 | 848 | |
| 23 | 1906 | |
| 22.9 | 491 | 6.8% |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.85656636 |
| Minimum | 22.3 |
|---|---|
| Maximum | 23.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.3 |
|---|---|
| 5-th percentile | 22.4 |
| Q1 | 22.6 |
| median | 22.7 |
| Q3 | 23 |
| 95-th percentile | 23.5 |
| Maximum | 23.5 |
| Range | 1.2 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.3592364732 |
|---|---|
| Coefficient of variation (CV) | 0.01571699212 |
| Kurtosis | -0.6283139029 |
| Mean | 22.85656636 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.7639671415 |
| Sum | 164818.7 |
| Variance | 0.1290508437 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 22.6 | 1939 | |
| 23.5 | 1279 | |
| 22.7 | 1017 | |
| 22.8 | 772 | 10.7% |
| 22.9 | 506 | 7.0% |
| 23 | 466 | 6.5% |
| 22.5 | 428 | 5.9% |
| 22.3 | 312 | 4.3% |
| 23.1 | 197 | 2.7% |
| 23.4 | 149 | 2.1% |
| Other values (3) | 146 | 2.0% |
| Value | Count | Frequency (%) |
| 22.3 | 312 | 4.3% |
| 22.4 | 86 | 1.2% |
| 22.5 | 428 | 5.9% |
| 22.6 | 1939 | |
| 22.7 | 1017 | |
| 22.8 | 772 | 10.7% |
| 22.9 | 506 | 7.0% |
| 23 | 466 | 6.5% |
| 23.1 | 197 | 2.7% |
| 23.2 | 14 | 0.2% |
| Value | Count | Frequency (%) |
| 23.5 | 1279 | |
| 23.4 | 149 | 2.1% |
| 23.3 | 46 | 0.6% |
| 23.2 | 14 | 0.2% |
| 23.1 | 197 | 2.7% |
| 23 | 466 | 6.5% |
| 22.9 | 506 | 7.0% |
| 22.8 | 772 | 10.7% |
| 22.7 | 1017 | |
| 22.6 | 1939 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.98786576 |
| Minimum | 22.7 |
|---|---|
| Maximum | 23.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.7 |
|---|---|
| 5-th percentile | 22.7 |
| Q1 | 22.7 |
| median | 22.9 |
| Q3 | 23.3 |
| 95-th percentile | 23.4 |
| Maximum | 23.4 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.2804761787 |
|---|---|
| Coefficient of variation (CV) | 0.01220105344 |
| Kurtosis | -1.503404643 |
| Mean | 22.98786576 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.3503115119 |
| Sum | 165765.5 |
| Variance | 0.07866688683 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 22.7 | 2667 | |
| 23.4 | 1491 | |
| 22.9 | 935 | 13.0% |
| 23.2 | 705 | 9.8% |
| 23.1 | 400 | 5.5% |
| 22.8 | 395 | 5.5% |
| 23.3 | 359 | 5.0% |
| 23 | 259 | 3.6% |
| Value | Count | Frequency (%) |
| 22.7 | 2667 | |
| 22.8 | 395 | 5.5% |
| 22.9 | 935 | 13.0% |
| 23 | 259 | 3.6% |
| 23.1 | 400 | 5.5% |
| 23.2 | 705 | 9.8% |
| 23.3 | 359 | 5.0% |
| 23.4 | 1491 |
| Value | Count | Frequency (%) |
| 23.4 | 1491 | |
| 23.3 | 359 | 5.0% |
| 23.2 | 705 | 9.8% |
| 23.1 | 400 | 5.5% |
| 23 | 259 | 3.6% |
| 22.9 | 935 | 13.0% |
| 22.8 | 395 | 5.5% |
| 22.7 | 2667 |
| Distinct | 87 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.56684232 |
| Minimum | 23.1 |
|---|---|
| Maximum | 27.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 23.1 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 24.4 |
| median | 25.6 |
| Q3 | 26.55 |
| 95-th percentile | 27 |
| Maximum | 27.4 |
| Range | 4.3 |
| Interquartile range (IQR) | 2.15 |
Descriptive statistics
| Standard deviation | 1.061651031 |
|---|---|
| Coefficient of variation (CV) | 0.04152452688 |
| Kurtosis | -1.258377238 |
| Mean | 25.56684232 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.2145489395 |
| Sum | 184362.5 |
| Variance | 1.127102913 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.3 | 611 | 8.5% |
| 24.2 | 476 | 6.6% |
| 26.6 | 416 | 5.8% |
| 26.5 | 372 | 5.2% |
| 25.4 | 367 | 5.1% |
| 25.5 | 346 | 4.8% |
| 24.4 | 337 | 4.7% |
| 26.7 | 320 | 4.4% |
| 26.8 | 319 | 4.4% |
| 25.6 | 288 | 4.0% |
| Other values (77) | 3359 |
| Value | Count | Frequency (%) |
| 23.1 | 21 | |
| 23.15 | 1 | < 0.1% |
| 23.2 | 8 | 0.1% |
| 23.25 | 1 | < 0.1% |
| 23.3 | 19 | |
| 23.35 | 1 | < 0.1% |
| 23.4 | 36 | |
| 23.45 | 1 | < 0.1% |
| 23.5 | 41 | |
| 23.55 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 27.4 | 39 | 0.5% |
| 27.35 | 4 | 0.1% |
| 27.3 | 22 | 0.3% |
| 27.25 | 4 | 0.1% |
| 27.2 | 79 | |
| 27.15 | 6 | 0.1% |
| 27.1 | 129 | |
| 27.05 | 16 | 0.2% |
| 27 | 186 | |
| 26.95 | 20 | 0.3% |
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.30285675 |
| Minimum | 22.5 |
|---|---|
| Maximum | 26.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 22.6 |
| Q1 | 22.8 |
| median | 23.2 |
| Q3 | 23.6 |
| 95-th percentile | 25.4 |
| Maximum | 26.4 |
| Range | 3.9 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.7545351694 |
|---|---|
| Coefficient of variation (CV) | 0.03237951371 |
| Kurtosis | 6.874165278 |
| Mean | 23.30285675 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 2.44077015 |
| Sum | 168036.9 |
| Variance | 0.5693233219 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 22.6 | 958 | |
| 23.4 | 643 | |
| 22.9 | 618 | |
| 23.6 | 618 | |
| 22.7 | 603 | |
| 23 | 554 | 7.7% |
| 23.1 | 470 | 6.5% |
| 23.2 | 443 | 6.1% |
| 23.7 | 434 | 6.0% |
| 23.3 | 395 | 5.5% |
| Other values (30) | 1475 |
| Value | Count | Frequency (%) |
| 22.5 | 46 | 0.6% |
| 22.6 | 958 | |
| 22.7 | 603 | |
| 22.8 | 257 | 3.6% |
| 22.9 | 618 | |
| 23 | 554 | |
| 23.1 | 470 | |
| 23.2 | 443 | |
| 23.3 | 395 | |
| 23.4 | 643 |
| Value | Count | Frequency (%) |
| 26.4 | 26 | 0.4% |
| 26.3 | 101 | |
| 26.2 | 39 | 0.5% |
| 26.1 | 42 | |
| 26 | 56 | |
| 25.9 | 38 | 0.5% |
| 25.8 | 27 | 0.4% |
| 25.7 | 11 | 0.2% |
| 25.6 | 9 | 0.1% |
| 25.5 | 6 | 0.1% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.19169325 |
| Minimum | 22.2 |
|---|---|
| Maximum | 24.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.2 |
|---|---|
| 5-th percentile | 22.4 |
| Q1 | 22.7 |
| median | 23.3 |
| Q3 | 23.6 |
| 95-th percentile | 23.9 |
| Maximum | 24.1 |
| Range | 1.9 |
| Interquartile range (IQR) | 0.9 |
Descriptive statistics
| Standard deviation | 0.5235047296 |
|---|---|
| Coefficient of variation (CV) | 0.02257294127 |
| Kurtosis | -1.335966311 |
| Mean | 23.19169325 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.1643768534 |
| Sum | 167235.3 |
| Variance | 0.2740572019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 22.5 | 674 | 9.3% |
| 23.3 | 637 | 8.8% |
| 23.6 | 563 | 7.8% |
| 23.7 | 553 | 7.7% |
| 22.6 | 503 | 7.0% |
| 23.8 | 500 | 6.9% |
| 23.5 | 487 | 6.8% |
| 23.9 | 486 | 6.7% |
| 22.7 | 411 | 5.7% |
| 23.2 | 371 | 5.1% |
| Other values (10) | 2026 |
| Value | Count | Frequency (%) |
| 22.2 | 21 | 0.3% |
| 22.3 | 184 | 2.6% |
| 22.4 | 368 | |
| 22.5 | 674 | |
| 22.6 | 503 | |
| 22.7 | 411 | |
| 22.8 | 231 | 3.2% |
| 22.9 | 313 | |
| 23 | 133 | 1.8% |
| 23.1 | 181 | 2.5% |
| Value | Count | Frequency (%) |
| 24.1 | 51 | 0.7% |
| 24 | 208 | 2.9% |
| 23.9 | 486 | |
| 23.8 | 500 | |
| 23.7 | 553 | |
| 23.6 | 563 | |
| 23.5 | 487 | |
| 23.4 | 336 | |
| 23.3 | 637 | |
| 23.2 | 371 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.88520316 |
| Minimum | 21.9 |
|---|---|
| Maximum | 23.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 21.9 |
|---|---|
| 5-th percentile | 22.2 |
| Q1 | 22.5 |
| median | 22.8 |
| Q3 | 23.3 |
| 95-th percentile | 23.6 |
| Maximum | 23.8 |
| Range | 1.9 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.4518955572 |
|---|---|
| Coefficient of variation (CV) | 0.01974618945 |
| Kurtosis | -1.097084422 |
| Mean | 22.88520316 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 0.1134768875 |
| Sum | 165025.2 |
| Variance | 0.2042095946 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 22.5 | 939 | |
| 22.7 | 782 | |
| 23.3 | 701 | |
| 22.4 | 678 | |
| 23.4 | 541 | 7.5% |
| 23.5 | 458 | 6.4% |
| 22.8 | 396 | 5.5% |
| 22.6 | 391 | 5.4% |
| 23 | 369 | 5.1% |
| 22.9 | 299 | 4.1% |
| Other values (10) | 1657 |
| Value | Count | Frequency (%) |
| 21.9 | 33 | 0.5% |
| 22 | 119 | 1.7% |
| 22.1 | 91 | 1.3% |
| 22.2 | 173 | 2.4% |
| 22.3 | 201 | 2.8% |
| 22.4 | 678 | |
| 22.5 | 939 | |
| 22.6 | 391 | |
| 22.7 | 782 | |
| 22.8 | 396 |
| Value | Count | Frequency (%) |
| 23.8 | 26 | 0.4% |
| 23.7 | 213 | 3.0% |
| 23.6 | 270 | 3.7% |
| 23.5 | 458 | |
| 23.4 | 541 | |
| 23.3 | 701 | |
| 23.2 | 242 | 3.4% |
| 23.1 | 289 | |
| 23 | 369 | |
| 22.9 | 299 |
| Distinct | 261 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.01856885 |
| Minimum | 0 |
|---|---|
| Maximum | 48.4 |
| Zeros | 26 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.7 |
| Q1 | 11.8 |
| median | 19.4 |
| Q3 | 25.2 |
| 95-th percentile | 43 |
| Maximum | 48.4 |
| Range | 48.4 |
| Interquartile range (IQR) | 13.4 |
Descriptive statistics
| Standard deviation | 10.70927375 |
|---|---|
| Coefficient of variation (CV) | 0.5349670012 |
| Kurtosis | 0.2631320318 |
| Mean | 20.01856885 |
| Median Absolute Deviation (MAD) | 7.3 |
| Skewness | 0.8173289308 |
| Sum | 144353.9 |
| Variance | 114.6885442 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19.9 | 451 | 6.3% |
| 6.7 | 407 | 5.6% |
| 7.2 | 331 | 4.6% |
| 11.8 | 320 | 4.4% |
| 13 | 258 | 3.6% |
| 20.2 | 245 | 3.4% |
| 11.3 | 202 | 2.8% |
| 25 | 196 | 2.7% |
| 39.1 | 173 | 2.4% |
| 48.4 | 167 | 2.3% |
| Other values (251) | 4461 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 0.85 | 1 | < 0.1% |
| 1.7 | 2 | < 0.1% |
| 2.55 | 1 | < 0.1% |
| 3.4 | 4 | 0.1% |
| 3.6 | 21 | |
| 3.75 | 1 | < 0.1% |
| 4.1 | 6 | 0.1% |
| 4.45 | 1 | < 0.1% |
| 4.6 | 12 |
| Value | Count | Frequency (%) |
| 48.4 | 167 | |
| 47.9 | 19 | 0.3% |
| 47.55 | 1 | < 0.1% |
| 47.2 | 70 | |
| 47.1 | 13 | 0.2% |
| 47.05 | 1 | < 0.1% |
| 46.7 | 2 | < 0.1% |
| 46.6 | 14 | 0.2% |
| 46.25 | 1 | < 0.1% |
| 46.2 | 2 | < 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000000 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.9 | 22.2 | 21.9 | 0.0 |
| 1 | 0.083333 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.9 | 22.2 | 21.9 | 0.0 |
| 2 | 0.166667 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.9 | 22.2 | 21.9 | 0.0 |
| 3 | 0.250000 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.9 | 22.2 | 21.9 | 0.0 |
| 4 | 0.333333 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.9 | 22.2 | 22.0 | 0.0 |
| 5 | 0.416667 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.9 | 22.2 | 21.9 | 0.0 |
| 6 | 0.500000 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.8 | 22.2 | 22.0 | 0.0 |
| 7 | 0.583333 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.9 | 22.2 | 21.9 | 0.0 |
| 8 | 0.666667 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.8 | 22.2 | 21.9 | 0.0 |
| 9 | 0.750000 | 0 | 22.8 | 22.8 | 22.8 | 22.9 | 23.0 | 23.6 | 22.8 | 22.8 | 23.1 | 25.9 | 22.2 | 21.9 | 0.0 |
Last rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7201 | 600.083333 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.40 | 22.9 | 23.1 | 22.7 | 19.9 |
| 7202 | 600.166667 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.40 | 22.9 | 23.2 | 22.7 | 19.9 |
| 7203 | 600.250000 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.40 | 22.9 | 23.1 | 22.7 | 19.9 |
| 7204 | 600.333333 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.40 | 22.9 | 23.1 | 22.7 | 19.9 |
| 7205 | 600.416667 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.40 | 22.8 | 23.1 | 22.7 | 19.9 |
| 7206 | 600.500000 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.35 | 22.9 | 23.1 | 22.7 | 19.9 |
| 7207 | 600.583333 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.30 | 22.9 | 23.1 | 22.7 | 19.9 |
| 7208 | 600.666667 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.30 | 22.9 | 23.1 | 22.7 | 19.9 |
| 7209 | 600.750000 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.30 | 22.9 | 23.1 | 22.7 | 19.9 |
| 7210 | 600.833333 | 0 | 23.5 | 23.5 | 23.5 | 23.5 | 23.6 | 23.6 | 23.5 | 23.4 | 25.30 | 22.8 | 23.1 | 22.7 | 19.9 |